What it does
Core capabilities at a glance
- Language Model
- Machine Learning Compilation
- TVM
Deep dive
The full breakdown - performance, comparisons, and setup
mlc-llm
mlc-llm is a local-AI tool - Universal LLM Deployment Engine with ML Compilation.
Overview
MLC LLM is a machine learning compiler and high-performance deployment engine for large language models. The mission of this project is to enable everyone to develop, optimize, and deploy AI models natively on everyone's platforms.
MLC LLM compiles and runs code on MLCEngine -- a unified high-performance LLM inference engine across the above platforms. MLCEngine provides OpenAI-compatible API available through REST server, python, javascript, iOS, Android, all backed by the same engine and compiler that we keep improving with the community.
Please visit our documentation to get started with MLC LLM. - Installation - Quick start - Introduction
mlc-llm is open-source, written primarily in Python, with 23,226 GitHub stars under the Apache 2.0 license. It was last updated on 2026-10-06.
How it fits a local-AI stack
mlc-llm runs on your own hardware, so pair it with a model and a GPU sized to your needs. Use the VRAM calculator to pick a model that fits your card, and see what you can run for hardware guidance. Related local-AI tools in the directory:
Sources
- Source code & docs: mlc-ai/mlc-llm
- Official website: https://llm.mlc.ai/
Stats from GitHub, 2026-10-12.
Frequently asked
Quick answers to common questions
What is mlc-llm?
mlc-llm is a other tool for local AI workloads. Universal LLM Deployment Engine with ML Compilation
Is mlc-llm free and open source?
Yes, mlc-llm has 23,226 GitHub stars and is licensed under Apache 2.0. You can self-host it for free on macos, linux, web.
What platforms does mlc-llm support?
mlc-llm runs on macos, linux, web.
What hardware do I need for mlc-llm?
The hardware requirements depend on which models you run. Check our hardware directory for compatible GPUs and systems. mlc-llm has 23,226 GitHub stars and an active community.
Does mlc-llm support GPU acceleration?
mlc-llm supports GPU acceleration via CUDA, Metal, or Vulkan depending on your platform. For the best performance, pair it with an NVIDIA RTX 4090 or 5090.
What are the best alternatives to mlc-llm?
Popular alternatives include other other tools in our directory. Browse our full collection at /tool for comparisons, community reviews, and benchmark data to find the right fit for your workflow.
How much does mlc-llm cost?
mlc-llm is free-open-source. It is completely free and open source to self-host.
Pairs well with
Complementary tools, models, and hardware